| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.579 | 0.084 |
|
Retracted Output
|
-0.315 | -0.212 |
|
Institutional Self-Citation
|
0.649 | -0.061 |
|
Discontinued Journals Output
|
-0.433 | -0.455 |
|
Hyperauthored Output
|
-1.035 | 0.994 |
|
Leadership Impact Gap
|
-1.736 | 0.275 |
|
Hyperprolific Authors
|
-1.413 | 0.454 |
|
Institutional Journal Output
|
-0.268 | -0.263 |
|
Redundant Output
|
1.032 | 0.514 |
Hochschule Reutlingen demonstrates a robust scientific integrity profile, with an overall risk score of -0.346 that positions it favorably against the global average. The institution's primary strengths lie in its exceptional control over research autonomy and authorial practices, evidenced by very low-risk indicators in intellectual leadership (Ni_difference), hyperprolific authorship, and publication in institutional or discontinued journals. These results reflect strong internal governance and a commitment to sustainable, high-quality research. However, areas requiring strategic attention include a tendency towards institutional self-citation, a higher-than-average rate of multiple affiliations, and signals of redundant output. According to SCImago Institutions Rankings data, the university's key thematic strengths are concentrated in Engineering, Environmental Science, Computer Science, and Economics, Econometrics and Finance. To fully align with its mission of strengthening business and social development through applied research, it is crucial to address the identified vulnerabilities. Practices that could be perceived as insular (self-citation) or aimed at volume over substance (redundant output) may dilute the real-world impact and credibility essential for effective innovation transfer. By proactively refining its publication and collaboration strategies in these specific areas, Hochschule Reutlingen can further solidify its reputation for excellence and ensure its scientific contributions achieve maximum external validation and societal relevance.
The institution presents a Z-score of 0.579 in this indicator, which is notably higher than the German national average of 0.084. Although both the institution and the country fall within a medium-risk band, this comparison suggests that the university is more exposed to this dynamic than its national peers. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this elevated rate warrants a review to ensure that these practices genuinely reflect substantive collaborations. A disproportionately high rate can signal strategic attempts to inflate institutional credit or “affiliation shopping,” and verifying the nature of these affiliations is a prudent step to safeguard institutional reputation.
With a Z-score of -0.315, the institution demonstrates a prudent profile in managing post-publication corrections, performing slightly better than the national average of -0.212. This indicates that the university's quality control mechanisms are not only effective but potentially more rigorous than the national standard. Retractions are complex events, and a low rate suggests that systemic failures in pre-publication quality control are not a concern. This result points to a healthy integrity culture where methodological rigor is upheld, minimizing the need for significant corrections to the scientific record.
The institution's Z-score for self-citation is 0.649, a medium-risk value that shows a moderate deviation from the low-risk national benchmark of -0.061. This suggests the university is more sensitive to this risk factor than its peers across the country. A certain level of self-citation is natural, reflecting the continuity of established research lines. However, this disproportionately high rate could signal a concerning scientific isolation or an 'echo chamber' where the institution validates its own work without sufficient external scrutiny. This pattern warns of the risk of endogamous impact inflation, suggesting that the institution's academic influence may be oversized by internal dynamics rather than by broader recognition from the global community.
The institution shows excellent performance in this area, with a Z-score of -0.433, which is in total alignment with the secure national environment (Z-score: -0.455). This integrity synchrony indicates that both the university and the country operate with maximum security in selecting publication venues. This result confirms that the institution's researchers exercise strong due diligence in choosing dissemination channels, effectively avoiding predatory or low-quality journals. Such careful selection protects the university from reputational risks and ensures that research resources are invested in credible and impactful outlets.
With a Z-score of -1.035, the institution demonstrates significant institutional resilience against the risk of authorship inflation, contrasting sharply with the medium-risk national average of 0.994. This suggests that internal control mechanisms are effectively mitigating a systemic risk present in the wider German academic landscape. While extensive author lists are legitimate in 'Big Science,' a low score outside these contexts is a positive sign. It indicates that the institution fosters a culture of meaningful contribution, successfully distinguishing between necessary massive collaboration and potentially problematic 'honorary' authorship practices, thereby promoting individual accountability and transparency.
The institution exhibits exceptional strength in its research autonomy, with a Z-score of -1.736 placing it in the very low-risk category. This performance represents a preventive isolation from the medium-risk trend observed nationally (Z-score: 0.275), where dependency on external collaborators for impact is more common. A wide positive gap can signal that an institution's prestige is contingent on partners rather than its own capabilities. Hochschule Reutlingen's result, however, confirms that its scientific prestige is structural and self-sustained, reflecting a robust internal capacity to produce high-impact research under its own intellectual leadership.
The university maintains a very low-risk profile in this indicator, with a Z-score of -1.413. This result signifies a preventive isolation from the medium-risk dynamics observed at the national level (Z-score: 0.454). The institution does not replicate the risk of extreme publication volumes seen elsewhere in its environment, suggesting a strong focus on research quality over sheer quantity. This is a positive signal that the university effectively discourages practices such as coercive authorship or assigning credit without real participation, thereby protecting the integrity of its scientific record and promoting a healthy balance between productivity and meaningful intellectual contribution.
With a Z-score of -0.268, the institution is in complete alignment with the national environment (Z-score: -0.263), which is characterized by maximum scientific security in this regard. This integrity synchrony demonstrates a shared commitment to avoiding academic endogamy. By not relying on in-house journals, the institution ensures its scientific production undergoes independent external peer review, which is essential for global visibility and competitive validation. This practice mitigates potential conflicts of interest and reinforces the credibility of its research output.
The institution's Z-score of 1.032 indicates a high exposure to redundant publication practices, surpassing the already medium-risk national average of 0.514. This suggests the university is more prone to this alert than its environment. While citing previous work is fundamental, massive bibliographic overlap between simultaneous publications often indicates 'salami slicing'—the practice of dividing a single study into minimal publishable units to artificially inflate productivity. This high value serves as a warning that such practices may be distorting the scientific evidence and prioritizing volume over the generation of significant new knowledge, a trend that warrants internal review.